Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	2969
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	301.5 KiB
Average record size in memory	104.0 B

Variable types

Numeric	12

Alerts

`gross_revenue` is highly overall correlated with `invoice_quantity` and 3 other fields	High correlation
`recency_days` is highly overall correlated with `invoice_quantity`	High correlation
`invoice_quantity` is highly overall correlated with `gross_revenue` and 3 other fields	High correlation
`items_quantity` is highly overall correlated with `gross_revenue` and 3 other fields	High correlation
`products_quantity` is highly overall correlated with `gross_revenue` and 3 other fields	High correlation
`avg_ticket` is highly overall correlated with `avg_unique_basket_size`	High correlation
`avg_recency_days` is highly overall correlated with `frequency`	High correlation
`frequency` is highly overall correlated with `avg_recency_days`	High correlation
`avg_unique_basket_size` is highly overall correlated with `products_quantity` and 1 other fields	High correlation
`avg_basket_size` is highly overall correlated with `gross_revenue` and 1 other fields	High correlation
`avg_ticket` is highly skewed (γ1 = 53.44422362)	Skewed
`returns` is highly skewed (γ1 = 51.79774426)	Skewed
`frequency` is highly skewed (γ1 = 24.88049136)	Skewed
`avg_basket_size` is highly skewed (γ1 = 44.67271661)	Skewed
`customer_id` has unique values	Unique
`recency_days` has 34 (1.1%) zeros	Zeros
`returns` has 1481 (49.9%) zeros	Zeros

Reproduction

Analysis started	2023-01-04 12:40:06.501653
Analysis finished	2023-01-04 12:40:28.167298
Duration	21.67 seconds
Software version	pandas-profiling vv3.6.2
Download configuration	config.json

customer_id
Real number (ℝ)

Distinct	2969
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15270.773

Minimum	12347
Maximum	18287
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	12347
5-th percentile	12619.4
Q1	13799
median	15221
Q3	16768
95-th percentile	17964.6
Maximum	18287
Range	5940
Interquartile range (IQR)	2969

Descriptive statistics

Standard deviation	1718.9903
Coefficient of variation (CV)	0.11256734
Kurtosis	-1.2060947
Mean	15270.773
Median Absolute Deviation (MAD)	1488
Skewness	0.031607859
Sum	45338925
Variance	2954927.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17850	1	< 0.1%
17588	1	< 0.1%
14905	1	< 0.1%
16103	1	< 0.1%
14626	1	< 0.1%
14868	1	< 0.1%
18246	1	< 0.1%
17115	1	< 0.1%
16611	1	< 0.1%
15912	1	< 0.1%
Other values (2959)	2959	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12347	1	< 0.1%
12348	1	< 0.1%
12352	1	< 0.1%
12356	1	< 0.1%
12358	1	< 0.1%
12359	1	< 0.1%
12360	1	< 0.1%
12362	1	< 0.1%
12364	1	< 0.1%
12370	1	< 0.1%

Value	Count	Frequency (%)
18287	1	< 0.1%
18283	1	< 0.1%
18282	1	< 0.1%
18277	1	< 0.1%
18276	1	< 0.1%
18274	1	< 0.1%
18273	1	< 0.1%
18272	1	< 0.1%
18270	1	< 0.1%
18269	1	< 0.1%

gross_revenue
Real number (ℝ)

Distinct	2954
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2749.3217

Minimum	6.2
Maximum	279138.02
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	6.2
5-th percentile	229.77
Q1	570.96
median	1086.92
Q3	2308.06
95-th percentile	7219.68
Maximum	279138.02
Range	279131.82
Interquartile range (IQR)	1737.1

Descriptive statistics

Standard deviation	10580.623
Coefficient of variation (CV)	3.8484486
Kurtosis	353.94472
Mean	2749.3217
Median Absolute Deviation (MAD)	672.16
Skewness	16.777556
Sum	8162736.2
Variance	1.1194959 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
178.96	2	0.1%
533.33	2	0.1%
889.93	2	0.1%
2053.02	2	0.1%
745.06	2	0.1%
379.65	2	0.1%
2092.32	2	0.1%
731.9	2	0.1%
1353.74	2	0.1%
331	2	0.1%
Other values (2944)	2949	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.2	1	< 0.1%
13.3	1	< 0.1%
15	1	< 0.1%
36.56	1	< 0.1%
45	1	< 0.1%
52	1	< 0.1%
52.2	1	< 0.1%
52.2	1	< 0.1%
62.43	1	< 0.1%
68.84	1	< 0.1%

Value	Count	Frequency (%)
279138.02	1	< 0.1%
259657.3	1	< 0.1%
194550.79	1	< 0.1%
168472.5	1	< 0.1%
140450.72	1	< 0.1%
124564.53	1	< 0.1%
117379.63	1	< 0.1%
91062.38	1	< 0.1%
72882.09	1	< 0.1%
66653.56	1	< 0.1%

recency_days
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	272
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.287639

Minimum	0
Maximum	373
Zeros	34
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	11
median	31
Q3	81
95-th percentile	242
Maximum	373
Range	373
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	77.756779
Coefficient of variation (CV)	1.2095137
Kurtosis	2.7779627
Mean	64.287639
Median Absolute Deviation (MAD)	26
Skewness	1.7983795
Sum	190870
Variance	6046.1167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	99	3.3%
4	87	2.9%
2	85	2.9%
3	85	2.9%
8	76	2.6%
10	67	2.3%
9	66	2.2%
7	66	2.2%
17	64	2.2%
16	55	1.9%
Other values (262)	2219	74.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	1.1%
1	99	3.3%
2	85	2.9%
3	85	2.9%
4	87	2.9%
5	43	1.4%
7	66	2.2%
8	76	2.6%
9	66	2.2%
10	67	2.3%

Value	Count	Frequency (%)
373	2	0.1%
372	4	0.1%
371	1	< 0.1%
368	1	< 0.1%
366	4	0.1%
365	2	0.1%
364	1	< 0.1%
360	1	< 0.1%
359	1	< 0.1%
358	4	0.1%

invoice_quantity
Real number (ℝ)

Distinct	56
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7231391

Minimum	1
Maximum	206
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	17
Maximum	206
Range	205
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	8.8565313
Coefficient of variation (CV)	1.5474954
Kurtosis	190.83445
Mean	5.7231391
Median Absolute Deviation (MAD)	2
Skewness	10.766805
Sum	16992
Variance	78.438147
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	785	26.4%
3	499	16.8%
4	393	13.2%
5	237	8.0%
1	190	6.4%
6	173	5.8%
7	138	4.6%
8	98	3.3%
9	69	2.3%
10	55	1.9%
Other values (46)	332	11.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	190	6.4%
2	785	26.4%
3	499	16.8%
4	393	13.2%
5	237	8.0%
6	173	5.8%
7	138	4.6%
8	98	3.3%
9	69	2.3%
10	55	1.9%

Value	Count	Frequency (%)
206	1	< 0.1%
199	1	< 0.1%
124	1	< 0.1%
97	1	< 0.1%
91	2	0.1%
86	1	< 0.1%
72	1	< 0.1%
62	2	0.1%
60	1	< 0.1%
57	1	< 0.1%

items_quantity
Real number (ℝ)

Distinct	1671
Distinct (%)	56.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1608.8525

Minimum	1
Maximum	196844
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	102.4
Q1	296
median	641
Q3	1401
95-th percentile	4407.4
Maximum	196844
Range	196843
Interquartile range (IQR)	1105

Descriptive statistics

Standard deviation	5887.578
Coefficient of variation (CV)	3.6594891
Kurtosis	465.99808
Mean	1608.8525
Median Absolute Deviation (MAD)	422
Skewness	17.858591
Sum	4776683
Variance	34663575
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
310	11	0.4%
150	9	0.3%
88	9	0.3%
246	8	0.3%
272	8	0.3%
84	8	0.3%
260	8	0.3%
288	8	0.3%
1200	7	0.2%
516	7	0.2%
Other values (1661)	2886	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	2	0.1%
12	2	0.1%
16	1	< 0.1%
17	1	< 0.1%
18	1	< 0.1%
19	1	< 0.1%
20	1	< 0.1%
23	1	< 0.1%
25	1	< 0.1%

Value	Count	Frequency (%)
196844	1	< 0.1%
80997	1	< 0.1%
80263	1	< 0.1%
77373	1	< 0.1%
69993	1	< 0.1%
64549	1	< 0.1%
64124	1	< 0.1%
63312	1	< 0.1%
58343	1	< 0.1%
57885	1	< 0.1%

products_quantity
Real number (ℝ)

Distinct	468
Distinct (%)	15.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122.72415

Minimum	1
Maximum	7838
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	29
median	67
Q3	135
95-th percentile	382
Maximum	7838
Range	7837
Interquartile range (IQR)	106

Descriptive statistics

Standard deviation	269.89641
Coefficient of variation (CV)	2.1992119
Kurtosis	354.86113
Mean	122.72415
Median Absolute Deviation (MAD)	44
Skewness	15.707635
Sum	364368
Variance	72844.071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28	43	1.4%
20	37	1.2%
35	35	1.2%
29	35	1.2%
19	34	1.1%
15	33	1.1%
11	32	1.1%
26	31	1.0%
27	30	1.0%
25	30	1.0%
Other values (458)	2629	88.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	6	0.2%
2	14	0.5%
3	16	0.5%
4	17	0.6%
5	26	0.9%
6	29	1.0%
7	18	0.6%
8	19	0.6%
9	26	0.9%
10	28	0.9%

Value	Count	Frequency (%)
7838	1	< 0.1%
5673	1	< 0.1%
5095	1	< 0.1%
4580	1	< 0.1%
2698	1	< 0.1%
2379	1	< 0.1%
2060	1	< 0.1%
1818	1	< 0.1%
1673	1	< 0.1%
1637	1	< 0.1%

avg_ticket
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	2966
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.897762

Minimum	2.1505882
Maximum	56157.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	2.1505882
5-th percentile	4.9166611
Q1	13.119333
median	17.956587
Q3	24.988286
95-th percentile	90.497
Maximum	56157.5
Range	56155.349
Interquartile range (IQR)	11.868952

Descriptive statistics

Standard deviation	1036.9344
Coefficient of variation (CV)	19.98033
Kurtosis	2890.7071
Mean	51.897762
Median Absolute Deviation (MAD)	5.984842
Skewness	53.444224
Sum	154084.45
Variance	1075233
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	2	0.1%
4.162	2	0.1%
14.47833333	2	0.1%
18.15222222	1	< 0.1%
13.92736842	1	< 0.1%
36.24411765	1	< 0.1%
29.78416667	1	< 0.1%
22.8792623	1	< 0.1%
20.51104167	1	< 0.1%
149.025	1	< 0.1%
Other values (2956)	2956	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.150588235	1	< 0.1%
2.4325	1	< 0.1%
2.462371134	1	< 0.1%
2.511241379	1	< 0.1%
2.515333333	1	< 0.1%
2.65	1	< 0.1%
2.656931818	1	< 0.1%
2.707598253	1	< 0.1%
2.760621572	1	< 0.1%
2.770464191	1	< 0.1%

Value	Count	Frequency (%)
56157.5	1	< 0.1%
4453.43	1	< 0.1%
3202.92	1	< 0.1%
1687.2	1	< 0.1%
952.9875	1	< 0.1%
872.13	1	< 0.1%
841.0214493	1	< 0.1%
651.1683333	1	< 0.1%
640	1	< 0.1%
624.4	1	< 0.1%

returns
Real number (ℝ)

SKEWED ZEROS

Distinct	214
Distinct (%)	7.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.156955

Minimum	0
Maximum	80995
Zeros	1481
Zeros (%)	49.9%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	9
95-th percentile	100.6
Maximum	80995
Range	80995
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	1512.4961
Coefficient of variation (CV)	24.333498
Kurtosis	2765.5286
Mean	62.156955
Median Absolute Deviation (MAD)	1
Skewness	51.797744
Sum	184544
Variance	2287644.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1481	49.9%
1	164	5.5%
2	148	5.0%
3	105	3.5%
4	89	3.0%
6	78	2.6%
5	61	2.1%
12	51	1.7%
8	43	1.4%
7	43	1.4%
Other values (204)	706	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1481	49.9%
1	164	5.5%
2	148	5.0%
3	105	3.5%
4	89	3.0%
5	61	2.1%
6	78	2.6%
7	43	1.4%
8	43	1.4%
9	41	1.4%

Value	Count	Frequency (%)
80995	1	< 0.1%
9014	1	< 0.1%
8004	1	< 0.1%
4427	1	< 0.1%
3768	1	< 0.1%
3332	1	< 0.1%
2878	1	< 0.1%
2022	1	< 0.1%
2012	1	< 0.1%
1776	1	< 0.1%

avg_recency_days
Real number (ℝ)

Distinct	1258
Distinct (%)	42.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.348511

Minimum	1
Maximum	366
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	8
Q1	25.923077
median	48.285714
Q3	85.333333
95-th percentile	201
Maximum	366
Range	365
Interquartile range (IQR)	59.410256

Descriptive statistics

Standard deviation	63.544929
Coefficient of variation (CV)	0.94352388
Kurtosis	4.8871091
Mean	67.348511
Median Absolute Deviation (MAD)	26.285714
Skewness	2.0627709
Sum	199957.73
Variance	4037.958
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	25	0.8%
4	22	0.7%
70	21	0.7%
7	20	0.7%
35	19	0.6%
49	18	0.6%
46	17	0.6%
21	17	0.6%
11	17	0.6%
42	16	0.5%
Other values (1248)	2777	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	16	0.5%
1.5	1	< 0.1%
2	13	0.4%
2.5	1	< 0.1%
2.601398601	1	< 0.1%
3	15	0.5%
3.321428571	1	< 0.1%
3.330357143	1	< 0.1%
3.5	2	0.1%
4	22	0.7%

Value	Count	Frequency (%)
366	1	< 0.1%
365	1	< 0.1%
363	1	< 0.1%
362	1	< 0.1%
357	2	0.1%
356	1	< 0.1%
355	2	0.1%
352	1	< 0.1%
351	2	0.1%
350	3	0.1%

frequency
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	1225
Distinct (%)	41.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1137973

Minimum	0.0054495913
Maximum	17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	0.0054495913
5-th percentile	0.0088941642
Q1	0.016339869
median	0.025889968
Q3	0.049450549
95-th percentile	1
Maximum	17
Range	16.99455
Interquartile range (IQR)	0.03311068

Descriptive statistics

Standard deviation	0.40815625
Coefficient of variation (CV)	3.5866953
Kurtosis	989.36508
Mean	0.1137973
Median Absolute Deviation (MAD)	0.012191338
Skewness	24.880491
Sum	337.8642
Variance	0.16659153
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	198	6.7%
0.0625	18	0.6%
0.02777777778	17	0.6%
0.02380952381	16	0.5%
0.09090909091	15	0.5%
0.08333333333	15	0.5%
0.03448275862	14	0.5%
0.02941176471	14	0.5%
0.03571428571	13	0.4%
0.07692307692	13	0.4%
Other values (1215)	2636	88.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.005449591281	1	< 0.1%
0.005464480874	1	< 0.1%
0.005479452055	1	< 0.1%
0.005494505495	1	< 0.1%
0.005586592179	2	0.1%
0.005602240896	1	< 0.1%
0.005617977528	2	0.1%
0.00566572238	1	< 0.1%
0.005681818182	2	0.1%
0.005698005698	3	0.1%

Value	Count	Frequency (%)
17	1	< 0.1%
3	1	< 0.1%
2	6	0.2%
1.142857143	1	< 0.1%
1	198	6.7%
0.75	1	< 0.1%
0.6666666667	3	0.1%
0.550802139	1	< 0.1%
0.5335120643	1	< 0.1%
0.5	3	0.1%

avg_unique_basket_size
Real number (ℝ)

Distinct	1005
Distinct (%)	33.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.154708

Minimum	1
Maximum	299.70588
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	3.3454545
Q1	10
median	17.2
Q3	27.75
95-th percentile	56.94
Maximum	299.70588
Range	298.70588
Interquartile range (IQR)	17.75

Descriptive statistics

Standard deviation	19.512322
Coefficient of variation (CV)	0.88073027
Kurtosis	27.703297
Mean	22.154708
Median Absolute Deviation (MAD)	8.2
Skewness	3.4994559
Sum	65777.329
Variance	380.73071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	53	1.8%
14	39	1.3%
11	38	1.3%
20	33	1.1%
9	33	1.1%
1	32	1.1%
17	31	1.0%
18	30	1.0%
10	30	1.0%
5	29	1.0%
Other values (995)	2621	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	32	1.1%
1.2	1	< 0.1%
1.25	1	< 0.1%
1.333333333	2	0.1%
1.5	8	0.3%
1.568181818	1	< 0.1%
1.571428571	1	< 0.1%
1.666666667	4	0.1%
1.833333333	1	< 0.1%
2	24	0.8%

Value	Count	Frequency (%)
299.7058824	1	< 0.1%
259	1	< 0.1%
203.5	1	< 0.1%
148	1	< 0.1%
145	1	< 0.1%
136.125	1	< 0.1%
135.5	1	< 0.1%
127	1	< 0.1%
122	1	< 0.1%
118	1	< 0.1%

avg_basket_size
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	1979
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	249.81376

Minimum	1
Maximum	40498.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	44
Q1	103.25
median	172.33333
Q3	281.69231
95-th percentile	600
Maximum	40498.5
Range	40497.5
Interquartile range (IQR)	178.44231

Descriptive statistics

Standard deviation	791.55519
Coefficient of variation (CV)	3.1685812
Kurtosis	2255.5382
Mean	249.81376
Median Absolute Deviation (MAD)	83.083333
Skewness	44.672717
Sum	741697.07
Variance	626559.62
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	11	0.4%
114	10	0.3%
73	9	0.3%
82	9	0.3%
86	9	0.3%
60	8	0.3%
88	8	0.3%
75	8	0.3%
136	8	0.3%
208	7	0.2%
Other values (1969)	2882	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.1%
2	1	< 0.1%
3.333333333	1	< 0.1%
5.333333333	1	< 0.1%
5.666666667	1	< 0.1%
6.142857143	1	< 0.1%
7.5	1	< 0.1%
9	1	< 0.1%
9.5	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
40498.5	1	< 0.1%
6009.333333	1	< 0.1%
4282	1	< 0.1%
3906	1	< 0.1%
3868.65	1	< 0.1%
2880	1	< 0.1%
2801	1	< 0.1%
2733.944444	1	< 0.1%
2518.769231	1	< 0.1%
2160.333333	1	< 0.1%

Auto

Heatmap
Table

	customer_id	gross_revenue	recency_days	invoice_quantity	items_quantity	products_quantity	avg_ticket	returns	avg_recency_days	frequency	avg_unique_basket_size	avg_basket_size
customer_id	1.000	-0.076	0.001	0.026	-0.070	0.013	-0.131	-0.063	0.019	-0.002	-0.007	-0.123
gross_revenue	-0.076	1.000	-0.415	0.770	0.925	0.744	0.246	0.372	-0.247	0.090	0.291	0.574
recency_days	0.001	-0.415	1.000	-0.502	-0.408	-0.435	0.048	-0.120	0.108	0.018	-0.106	-0.098
invoice_quantity	0.026	0.770	-0.502	1.000	0.716	0.690	0.059	0.294	-0.259	0.079	0.025	0.100
items_quantity	-0.070	0.925	-0.408	0.716	1.000	0.730	0.167	0.344	-0.227	0.080	0.320	0.729
products_quantity	0.013	0.744	-0.435	0.690	0.730	1.000	-0.377	0.242	-0.166	0.036	0.699	0.383
avg_ticket	-0.131	0.246	0.048	0.059	0.167	-0.377	1.000	0.190	-0.122	0.090	-0.611	0.188
returns	-0.063	0.372	-0.120	0.294	0.344	0.242	0.190	1.000	-0.396	0.234	0.019	0.210
avg_recency_days	0.019	-0.247	0.108	-0.259	-0.227	-0.166	-0.122	-0.396	1.000	-0.881	0.048	-0.077
frequency	-0.002	0.090	0.018	0.079	0.080	0.036	0.090	0.234	-0.881	1.000	-0.072	0.027
avg_unique_basket_size	-0.007	0.291	-0.106	0.025	0.320	0.699	-0.611	0.019	0.048	-0.072	1.000	0.447
avg_basket_size	-0.123	0.574	-0.098	0.100	0.729	0.383	0.188	0.210	-0.077	0.027	0.447	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	customer_id	gross_revenue	recency_days	invoice_quantity	items_quantity	products_quantity	avg_ticket	returns	avg_recency_days	frequency	avg_unique_basket_size	avg_basket_size
0	17850	5391.21	372.0	34.0	1733.0	297.0	18.152222	40.0	35.500000	17.000000	8.735294	50.970588
1	13047	3232.59	56.0	9.0	1390.0	171.0	18.904035	35.0	27.250000	0.028302	19.000000	154.444444
2	12583	6705.38	2.0	15.0	5028.0	232.0	28.902500	50.0	23.187500	0.040323	15.466667	335.200000
3	13748	948.25	95.0	5.0	439.0	28.0	33.866071	0.0	92.666667	0.017921	5.600000	87.800000
4	15100	876.00	333.0	3.0	80.0	3.0	292.000000	22.0	8.600000	0.073171	1.000000	26.666667
5	15291	4623.30	25.0	14.0	2102.0	102.0	45.326471	29.0	23.200000	0.040115	7.285714	150.142857
6	14688	5630.87	7.0	21.0	3621.0	327.0	17.219786	399.0	18.300000	0.057221	15.571429	172.428571
7	17809	5411.91	16.0	12.0	2057.0	61.0	88.719836	41.0	35.700000	0.033520	5.083333	171.416667
8	15311	60767.90	0.0	91.0	38194.0	2379.0	25.543464	474.0	4.144444	0.243316	26.142857	419.714286
9	16098	2005.63	87.0	7.0	613.0	67.0	29.934776	0.0	47.666667	0.024390	9.571429	87.571429

	customer_id	gross_revenue	recency_days	invoice_quantity	items_quantity	products_quantity	avg_ticket	returns	avg_recency_days	frequency	avg_unique_basket_size	avg_basket_size
5627	17727	1060.25	15.0	1.0	645.0	66.0	16.064394	6.0	6.0	1.000000	66.0	645.000000
5637	17232	421.52	2.0	2.0	203.0	36.0	11.708889	0.0	12.0	0.153846	18.0	101.500000
5638	17468	137.00	10.0	2.0	116.0	5.0	27.400000	0.0	4.0	0.400000	2.5	58.000000
5649	13596	697.04	5.0	2.0	406.0	166.0	4.199036	0.0	7.0	0.250000	83.0	203.000000
5655	14893	1237.85	9.0	2.0	799.0	73.0	16.956849	0.0	2.0	0.666667	36.5	399.500000
5659	12479	473.20	11.0	1.0	382.0	30.0	15.773333	34.0	4.0	1.000000	30.0	382.000000
5680	14126	706.13	7.0	3.0	508.0	15.0	47.075333	50.0	3.0	0.750000	5.0	169.333333
5686	13521	1092.39	1.0	3.0	733.0	435.0	2.511241	0.0	4.5	0.300000	145.0	244.333333
5696	15060	301.84	8.0	4.0	262.0	120.0	2.515333	0.0	1.0	2.000000	30.0	65.500000
5715	12558	269.96	7.0	1.0	196.0	11.0	24.541818	196.0	6.0	1.000000	11.0	196.000000

Overview

Variables

Interactions

Correlations

Missing values

Sample